Neural Dynamics Courses and Certifications

International Centre for Theoretical Sciences

Mean-Field Theory Insights into Neural Feature Dynamics - Lecture 2

Explore mean-field theory applications to neural feature dynamics and infinite-width networks through advanced mathematical frameworks and theoretical insights.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Mean-Field Theory Insights into Neural Feature Dynamics - Lecture 1

Explore mean-field theory applications to neural feature dynamics and infinite-width networks through advanced mathematical frameworks and theoretical insights.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Simons Foundation

Cryptic Changes to Degenerate Neurons and Circuits Elicited by Temperature: Effects of Climate Change on Neural Dynamics - January 22, 2025

Explore groundbreaking research on how temperature changes and environmental perturbations affect neural circuits and animal resilience, with insights into climate change impacts on biological systems.

• YouTube
• 58 minutes
• On-Demand
• Free Video

The Julia Programming Language

Physics-Informed Neural ODEs for Tumor-Immune Dynamics Modeling

Explore physics-informed neural ODEs in Julia for modeling tumor-immune dynamics, combining Gompertz growth with data-driven learning for accurate biological predictions.

• YouTube
• 11 minutes
• On-Demand
• Free Video

BIMSA

Scientific Understanding of Neural Networks - From Representation to Learning Dynamics and From Shallow to Deep

Explore the scientific foundations of neural networks, covering representation theory, learning dynamics, and the transition from shallow to deep architectures.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Computational Genomics Summer Institute CGSI

Deep Neural Network Models for Inference of Cellular Dynamics and Underlying Regulatory Networks - MIOflow (Manifold Interpolating Flows)

Discover deep neural network models for cellular dynamics inference and regulatory networks using MIOflow manifold interpolating flows in computational genomics.

• YouTube
• 33 minutes
• On-Demand
• Free Video

Inside Livermore Lab

Machine-Precision Neural Networks for Multiscale Dynamics

Discover how multi-stage neural networks can achieve machine-precision accuracy in scientific predictions, addressing spectral bias and improving deep learning applications in multiscale physics problems.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Neural Network Simulation of a Spin Glass Dynamics Transition

Dive into neural network simulations of spin glass dynamics transitions, exploring quantum annealing experiments and nonequilibrium dynamics in magnetic spin systems.

• YouTube
• 46 minutes
• On-Demand
• Free Video

Simons Foundation

Machine-Precision Neural Networks for Multiscale Dynamics

Discover how multi-stage neural networks can achieve machine precision for scientific problems, overcoming traditional accuracy limitations and addressing spectral bias in multiscale dynamics and fluid dynamics.

• YouTube
• 49 minutes
• On-Demand
• Free Video

Computational Genomics Summer Institute CGSI

Deep Neural Network Models for Inference of Cellular Dynamics and Underlying Regulatory Networks - Granger Causality and RITINI

Discover deep neural network models for inferring cellular dynamics and regulatory networks using Granger causality and RITINI methods in computational genomics.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Stanford Seminar - Towards Theories of Single-Trial High Dimensional Neural Data Analysis

Explore high-dimensional neural data analysis, focusing on single-trial theories, task complexity, and latent state recovery. Gain insights into advanced neuroscience concepts and methodologies.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Online Course

Artem Kirsanov

Neural Manifolds - The Geometry of Behaviour

Explore the geometry of behavior through neural manifolds, combining topology and neuroscience to understand high-dimensional information in neural circuits. Gain insights into brain function using intuitive explanations.

• YouTube
• 23 minutes
• On-Demand
• Free Video

MITCBMM

Liquid Neural Networks

Explore Liquid Time-Constant Networks, a novel continuous-time neural network model with superior expressivity and improved performance in time-series prediction tasks.

• YouTube
• 50 minutes
• On-Demand
• Free Video

Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Integrating Biology and AI: Enhancing Recurrent Networks of Spiking Neurons for Visual Information

Explore the fusion of biology and AI, focusing on enhancing recurrent networks of spiking neurons for visual processing and information analysis.

• YouTube
• 43 minutes
• On-Demand
• Free Video

Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Artificial Neural Networks Through the Lens of Dynamical Systems Theory

Explore artificial neural networks from a dynamical systems perspective, gaining insights into their behavior and properties.

• YouTube
• 25 minutes
• On-Demand
• Free Video